Clinical NLP

ClinStructor: AI-Powered Structuring of Unstructured Clinical Texts IJCNLP 2025 CogStack-KCL-UCL at ArchEHR-QA 2025: Investigating Hybrid LLM Approaches for Grounded Clinical Question Answering ACL 2025 Comparing representations of long clinical texts for the task of patient-note identification NAACL 2025 Converting Annotated Clinical Cases into Structured Case Report Forms ACL 2025 CUNI-a at ArchEHR-QA 2025: Do we need Giant LLMs for Clinical QA? ACL 2025 Data-Constrained Synthesis of Training Data for De-Identification ACL 2025 DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025 DDxTutor: Clinical Reasoning Tutoring System with Differential Diagnosis-Based Structured Reasoning ACL 2025 Depression Detection on Social Media with Large Language Models EMNLP 2025 Detecting Omissions in LLM-Generated Medical Summaries EMNLP 2025 DKITNLP at ArchEHR-QA 2025: A Retrieval Augmented LLM Pipeline for Evidence-Based Patient Question Answering ACL 2025 DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework ACL 2025 Do LLMs Give Psychometrically Plausible Responses in Educational Assessments? ACL 2025 Effective Multi-Task Learning for Biomedical Named Entity Recognition ACL 2025 EmplifAI: a Fine-grained Dataset for Japanese Empathetic Medical Dialogues in 28 Emotion Labels IJCNLP 2025 Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications EMNLP 2025 Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework NAACL 2025 Entity Only vs. Inline Approaches: Evaluating LLMs for Adverse Drug Event Detection in Clinical Text (Student Abstract) AAAI 2025 Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025 Explainable ICD Coding via Entity Linking NAACL 2025 Exploring Large Language Models for Detecting Mental Disorders EMNLP 2025 FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking NAACL 2025 Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation EMNLP 2025 From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes EMNLP 2025 GerMedIQ: A Resource for Simulated and Synthesized Anamnesis Interview Responses in German ACL 2025